PinnedMeraldo AntonioinTowards Data ScienceCustomer lifetime value estimation via probabilistic modelingHow to quantify the value of your customers through the BG-NBD modelFeb 23, 20227Feb 23, 20227
Meraldo AntonioinTowards Data ScienceBayesian Customer Lifetime Values Modeling using PyMC3Apr 21, 20223Apr 21, 20223
Meraldo AntonioinTowards Data ScienceModeling Customer Lifetime Value with lifetimesThe Beta-Geometric Negative Binomial Distribution (BG-NBD) model is an influential probabilistic model for describing customer behavior…Mar 24, 202211Mar 24, 202211
Meraldo AntonioinTowards Data ScienceLive Prediction of Traffic Accident Risks Using Machine Learning and Google MapsHere, I describe the creation and deployment of an interactive traffic accident predictor using scikit-learn, Google Maps API, Dark Sky…Oct 14, 20196Oct 14, 20196
Meraldo AntonioinTowards Data ScienceInterview with Apache Pig: Theory and Practical GuideIn this exclusive interview, Apache Pig spoke about his role in the Hadoop ecosystem and elaborated on his use cases and his differences…Sep 24, 20191Sep 24, 20191
Meraldo AntonioinTowards Data ScienceModeling and Output Layers in BiDAF — an Illustrated Guide with Minions!BiDAF is a popular NLP model. With the help of some cute Minions, this article will explain the modeling layer of BiDAF.Sep 3, 20197Sep 3, 20197
Meraldo AntonioinTowards Data ScienceAttention Mechanism in Seq2Seq and BiDAF — an Illustrated GuideSeq2seq and BiDAF are influential NLP models that make use of a technique called “attention”. Here, I illustrate how attention works.Aug 29, 20192Aug 29, 20192
Meraldo AntonioinTowards Data ScienceWord Embedding, Character Embedding and Contextual Embedding in BiDAF — an Illustrated GuideBiDAF is an NLP model for Question and Answering tasks. Here, I illustrate how it uses 3 embedding mechanisms to convert words into…Aug 28, 20198Aug 28, 20198
Meraldo AntonioinTowards Data ScienceAn Illustrated Guide to Bi-Directional Attention Flow (BiDAF)This article illustrates the workings of BiDAF, an NLP model that has pushed the envelope in the Question and Answer domain.Aug 28, 20191Aug 28, 20191